{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6 7 8 9]\n"
     ]
    },
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x1cbff3160d0>]"
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 720x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "data=np.arange(0,10,1)\n",
    "print(data)\n",
    "fig=plt.figure(figsize=(10,10))\n",
    "#plt.plot(data)\n",
    "# ax1=fig.add_subplot(2,2,1)\n",
    "# plt.plot(data)\n",
    "# ax2=fig.add_subplot(2,2,2)\n",
    "# ax3=fig.add_subplot(2,2,3)\n",
    "# ax4=fig.add_subplot(2,2,4)\n",
    "# plt.plot(np.random.randn(500).cumsum(),'k-')\n",
    "# print(ax4)\n",
    "\n",
    "\n",
    "plt.plot(np.random.randn(50).cumsum(),linestyle='--',marker='',color='k',label='Default')\n",
    "plt.plot(np.random.randn(50),linestyle='-',color='r',label='shit')"
   ],
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